2 categories · RankedKubeflow
Kubeflow is an open source AI platform for ML workflows and orchestration, used for Kubernetes-native deployments that teams run and manage on their own infrastructure · kubeflow.org ↗
Why models recommend it
“Kubeflow + MLflow when portability and control outweigh ease of management”GPT-6 Luna · Comparative question · alternative
“If you're Kubernetes-native, for pipelines and serving.”Grok 4.20 · Paraphrase question · alternative
“Multi-cloud abstractions (Kubeflow, MLflow)”Kimi K2 · Negative question · alternative
“Apache MLflow or Kubeflow (Open-Source)”Grok 4.20 · Budget-constrained question · alternative
What gives them pause
“Avoid Luigi (too basic and outdated for most modern teams) or Kubeflow (overkill unless you're heavily into Kubernetes-based ML)”Grok 4.20 · Paraphrase question · warning
“Avoid starting with Kubeflow unless the company already has a strong Kubernetes platform team”Perplexity Sonar · Paraphrase question · warning
“Avoid: Assembling a fully open-source MLOps stack (Kubeflow, self-hosted MLflow, etc.)”Kimi K2 · Paraphrase question · warning
“Avoid building on bare Kubeflow unless you have dedicated Platform Engineers”Gemini 3.5 Flash · Paraphrase question · warning
Also on the shortlist
The products named in the same answers as Kubeflow, over the 46 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 39 | 3 | View → | |
| 34 | 6 | View → | |
| 31 | 8 | View → | |
| 30 | 6 | View → | |
| 28 | 1 | View → | |
| 14 | 0 | View → | |
| 13 | 0 | View → | |
| 11 | 0 | View → | |
| 8 | 2 | View → | |
| 7 | 2 | View → |
What the models named instead of Kubeflow →
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Kubeflow's own site, not checked by Gane.
- For
- AI practitioner, platform administrator, or a decision-maker
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 37 of the 46 answers that named Kubeflow and are not a share of its labels.
Domains cited
Seventy-four of the eighty-four domain citations in answers naming Kubeflow came from a third party's page. Ten were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.
Pages cited
Pages are listed as the models cited them.
By model
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 1 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 1 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 2 | 2 |
| Grok 4.20 | 0 | 2 | 2 | 1 | 5 |
| Mistral Small | 0 | 1 | 0 | 1 | 2 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 1 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 1 | 1 | 3 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
What it publishes
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 59 | 4 | 2026-08-18 |
Most recent
- 2026-08-18Graduation blog
- 2026-08-10Introducing kubeflow mcp blog
- 2026-07-27Kubecon 2026 india kubeflow blog
- 2026-07-25Spark batch jobs blog
- 2026-05-06Kale 2.0 release blog
- 2026-04-28Kubeflow sdk user survey insights blog
How it is countedHide how it is counted
Every page kubeflow.org exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Read September 29, 2026.